- 无需编程经验
- 具备基本的计算机操作知识
- 熟悉网页浏览和简单的数学概念
受众
- 开发者
- 数据分析师
Python 是一种多功能且广泛使用的编程语言。Google Colab 是一个互动式的云端平台,允许用户通过浏览器编写和执行 Python 代码。它特别适用于机器学习、数据分析和教育。
这门由讲师指导的培训(线上或线下)面向希望从头开始使用 Google Colab 学习 Python 编程的初级开发人员和数据分析师。
培训结束后,参与者将能够:
- 了解 Python 编程语言的基础知识。
- 在 Google Colab 环境中实现 Python 代码。
- 使用控制结构来管理 Python 程序的流程。
- 创建函数以有效组织和重用代码。
- 探索并使用 Python 编程的基本库。
课程形式
- 互动式讲座和讨论。
- 大量的练习和实践。
- 在实时实验室环境中进行动手实践。
课程定制选项
- 如需为此课程请求定制培训,请联系我们进行安排。
Python 和 Google Colab 简介
- 设置 Google Colab
- 理解 Python 编程环境
- 编写并执行第一个 Python 脚本
变量与数据类型
- 变量简介
- Python 中的不同数据类型
- 数字与字符串的操作
控制结构
- 条件语句
- 循环:for 和 while
- 通过决策控制程序流程
函数与模块
- 定义与调用函数
- 变量的作用域与生命周期
- 导入与使用模块
集合操作
- 列表与元组
- 字典与集合
- 遍历集合
Python 中的基础库
- 介绍 NumPy 和 Matplotlib 等库
- 使用 Pandas 进行基础数据操作
- 简单的数据可视化
最终项目
- 将所学概念应用于小型项目
- 编写与组织 Python 代码的最佳实践
- 调试与问题排查
总结与下一步
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